A Compact and Infrastructure-free Confined Space Sensor for 3D Scanning and SLAM

Daqian Cheng, Haowen Shi, M. Schwerin, Michelle Crivella, Lu Li, H. Choset
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引用次数: 6

Abstract

High-precision inspection and metrology in short-range and tight spaces are challenging due to the lack of a commercial off-the-shelf (COTS) 3D scanner that is compact and does not rely on any external infrastructure (e.g., fiducial markers, motion-capture cameras, or laser tracking interferometer) to provide positioning or localization support. This paper presents a hardware and software design framework for creating a low-cost, miniature, yet intelligent sensor that is able to capture visual imagery, reconstruct 3D geometry, and most importantly, perform Simultaneous Localization and Mapping (SLAM) without sensory feedback from external devices. We further present an example sensor design that follows this framework, with experiments to evaluate and compare the sensor performance against a state-of-the-art COTS sensor, under both feature-sparse and feature-dense scenarios to simulate industrial and household 3D scanning application scenarios.
一种用于三维扫描和SLAM的紧凑且无基础设施的密闭空间传感器
由于缺乏紧凑的商用现货(COTS) 3D扫描仪,在短距离和狭窄的空间中进行高精度检测和计量是具有挑战性的,这种扫描仪不依赖于任何外部基础设施(例如,基准标记、运动捕捉相机或激光跟踪干涉仪)来提供定位或定位支持。本文提出了一个硬件和软件设计框架,用于创建一个低成本,微型,但智能的传感器,能够捕获视觉图像,重建3D几何,最重要的是,执行同步定位和地图绘制(SLAM),而无需外部设备的感官反馈。我们进一步提出了一个遵循该框架的传感器设计示例,并通过实验来评估和比较传感器与最先进的COTS传感器在特征稀疏和特征密集场景下的性能,以模拟工业和家庭3D扫描应用场景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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